{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1379ba7a",
   "metadata": {},
   "source": [
    "# Training and Validation Loss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69177a57",
   "metadata": {},
   "source": [
    "- After training, let's plot our training ACC and validation ACC using pandas, which, in turn, uses matplotlib for plotting (PS: you may want to check out [more advanced logger](https://pytorch-lightning.readthedocs.io/en/latest/extensions/logging.html) later on, which take care of it for us):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5021c47c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "metrics = pd.read_csv(\"../my-results/my-model/version_3/metrics.csv\")\n",
    "\n",
    "aggreg_metrics = []\n",
    "agg_col = \"epoch\"\n",
    "for i, dfg in metrics.groupby(agg_col):\n",
    "    agg = dict(dfg.mean())\n",
    "    agg[agg_col] = i\n",
    "    aggreg_metrics.append(agg)\n",
    "\n",
    "df_metrics = pd.DataFrame(aggreg_metrics)\n",
    "df_metrics[[\"train_loss\", \"valid_loss\"]].plot(\n",
    "    grid=True, legend=True, xlabel=\"Epoch\", ylabel=\"Loss\"\n",
    ")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5058a79",
   "metadata": {},
   "source": [
    "# Training and Validation Accuracy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cb576a6",
   "metadata": {},
   "source": [
    "- This only applies if the `main.py` code was run with `--log_accuracy true`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ce123fbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CKDd79mxOnTp1zrJnnnmGiy66yKWIjGmDXavhpTshOQ2++ToMnuJ2RO2yfONBEn3C9VOGuB1Kt4iZRBCrd8Y0HZjGKerQAEUmDn2wFP76CGROCt8ZlOatnWlDMMQrmw4yd1wmfXomuR1Ot4iJqqEePXpw5MgR25l1kKpy5MgRevTo4XYoxstCQVj5A3j9+zBmPtz5uueSAED+7goOV9fH5LgDLYmJM4KhQ4dSXFxMRUVFq9vV1dXF3c6urWXu0aMHQ4fGzw/fdLFTVfDSt2D3Krj0vnCXEQneGRa2sWUbDtKvVxJzxgxwO5RuExOJIDExkezs8/dWmJeXx7Rp07ohougRj2U23ayyGP53EZQXwHX/Fr5F1KMqTzaQu72Mr866gCR/TFSYtElMJAJjjEtKPg4ngfoauO1FGHW12xF1ymuflFAfCHFzHLQdaMwSgTGmYw7vhj99EXpmwLdWQeZEtyPqtOUbDzImszeTstLcDqVbxc+5jzGma23/MzSchDv+EhNJoPBwDRv2HeOmi4fG5B2IrXE0EYjIfBHZKSJ7ROTRZtZ/X0Q2RR5bRSQoItY1pjFeUJQPA8ZD3+FuR9IlVmwsJiGGh6NsjWOJQER8wOPAtcAE4FYRmdB4G1X9V1WdqqpTgR8Cb6uq9YhmTLQL1MP+9yH7825H0iVCIWXZxoNcNqo/mWnxdWchOHtGMAvYo6p7VbUeeB5Y0Mr2twLPORiPMaarlGwMVwuNiI1E8GHRUQ4er2VhHLUdaEycaoQlIguB+ap6V2T+a8BsVf1Mt5ci0hMoBkY1d0YgIouBxQCZmZnT29M5W2PV1dVnBo6PF1bm+NDdZR5e9CIjiv6Xdy97mkCiOxdWu7LMf/zkFOtLA/zmqp4k+6L3+kBnynzllVduUNUZza1z8q6h5v6aLWWd64F3W6oWUtWlwFKAGTNmaE5OTocCysvLo6Ov9Sorc3zo9jI/9RgMmsTl89wbYrKrylxbH+Q7b+Vyw7ShfGFudPeJ5NT37GTVUDHQeOSJoUBJC9suwqqFjPGGhjo48CGMuMLtSLrEqm2l1NQH42LcgZY4mQjWA6NFJFtEkgjv7F9tupGIpANzgFccjMUY01WK10PwVMxcKF62sZihfVOYNSJ+b1h0LBGoagC4D1gFbAdeVNVtInKPiNzTaNMbgdWqWuNULMaYLlSUD5IAwz/ndiSdVlpZxzt7DnPTtNgfjrI1jrYsVtWVwMomy5Y0mX8KeMrJOIwxXagwPzy+QI90tyPptBUfH0TjZDjK1ljLYmNM29WfDFcNZXv/+oCqsnxjMdOH92VE/15uh+MqSwTGmLY78D6EGmLiQvEnByvZXV4ddx3MNccSgTGm7QrzIcEPF1zidiSdtnzjQZL8CVw3ebDbobjOEoExpu2K8mHIxZDs7QZ79YHwcJTzJmSSnpLodjius0RgjGmbU1VwcGNM3Daat7OcYycbuPni+OtgrjmWCIwxbbNvHWgwJi4UL9tYTP/eSVwxOn6Go2yNJQJjTNsUrQVfEgyb7XYknXKspp63dpSzYGoWfp/tAsESgTGmrQrzYehMSExxO5JO+fOWEhqCancLNWKJwBhzfrXHoXRLTHQ7vWzjQcYNSmXCkPgajrI1lgiMMee37z3QkOcvFO8pr2bzgeNxO+5ASywRGGPOrygf/D3CVUMetnxjMb4E4YapQ9wOJapYIjDGnF/h2vBFYn+y25F0WDCkrPj4IFeM7s/A1PgbjrI1lgiMMa2rOQJlWz1fLfT+3iMcqqyL+w7mmmOJwBjTun3vhJ893r/Qsg3FpPbwM29CptuhRB1LBMaY1hXmQ2IvyLrY7Ug6rOZUgNe3lvKlyYPpkehzO5yoY4nAGNO6onwYfin4vNsnz+tbS6ltCFrbgRZYIjDGtKyqDCp2eL79wPKNxQzP6Mn04X3dDiUqOZoIRGS+iOwUkT0i8mgL2+SIyCYR2SYibzsZjzGmnYryw88evlB88Hgt6/Ye4aZpQxGJ3+EoW+PYUJUi4gMeB+YBxcB6EXlVVQsabdMH+B0wX1X3i8hAp+IxxnRAUT4kp8GgKW5H0mEvnxmO0noabYmTZwSzgD2quldV64HngQVNtvkqsFxV9wOoarmD8Rhj2qswPzxIvc/R4c0do6os21DMrOx+DOvX0+1wopaTiSALONBovjiyrLExQF8RyRORDSLydQfjMca0R+VBOPqpp7ud3nTgOHsP19i4A+fhZJpvrjJOm/n86cBcIAVYJyLvq+quc95IZDGwGCAzM5O8vLwOBVRdXd3h13qVlTk+OFHmzNI1jAc+OpxCdRT+PdtS5qe3nSIxAdIqPyUvb2/3BOYgp37bTiaCYmBYo/mhQEkz2xxW1RqgRkTWAlOAcxKBqi4FlgLMmDFDc3JyOhRQXl4eHX2tV1mZ44MjZX75/yClLzOuuwMSou8Gw/OV+VQgyINvv8m1Fw3h2qundV9gDnLqt+3kt7seGC0i2SKSBCwCXm2yzSvA50XELyI9gdnAdgdjMsa0VdFaGH5ZVCaBtnhrezmVtQ3cbD2NnpdjZwSqGhCR+4BVgA94UlW3icg9kfVLVHW7iPwV2AKEgD+o6lanYjLGtNGxfXB8P1x6n9uRdNiyjQcZmJrM5aP6ux1K1HP0VgBVXQmsbLJsSZP5fwX+1ck4jDHtdLr9gEcbkh2pPkXeznK+dXk2vgRrO3A+3jznM8Y4q3At9OwPA8e7HUmHvLq5hEBIrafRNrJEYIw5l2q4/UD258GjLXGXbSxmUlYaYweluh2KJ1giMMac6+heqCrxbLXQztIqth48wU3T7GygrSwRGGPOVbg2/OzRhmTLNxbjt+Eo28USgTHmXEX50HsQZIxyO5J2Oz0cZc7YAfTv7d1hNbubJQJjzFlnrg9c4cnrA+/sOUx51Skbd6CdLBEYY86q2Ak15Z7tdnr5xmLSUxK5arx1ZNwelgiMMWd5uP1AVV0Dq7aVcv2UwST7bTjK9rBEYIw5q3AtpA+DviPcjqTdXv+klLqGkFULdYAlAmNMWCgERe+EzwY8eH3gpY3FjOzfi6nD+rgdiudYIjDGhJUXQO1RT942euDoST4sPMrN0204yo6wRGCMCTvTfsB71weWbzyICHx5mg1A0xGWCIwxYUX50Dcb0r1Vx66qLP+4mEtHZpDVJ8XtcDzJEoExBkJBKHrXk2cDG/YdY9+Rk9bBXCdYIjDGQOkWOFUJI7x3fWDZxoOkJPq4dtIgt0PxLEsExphwa2Lw3BlBXUOQ17aUcO2kQfRKdnR4lZhmicAYE75Q3H8MpHrrqPqN7WVU1QVsOMpOskRgTLwLNsD+dZ5sTbxsQzGD03twycgMt0PxNEcTgYjMF5GdIrJHRB5tZn2OiFSKyKbI4x+cjMcY04ySTVBf7blqoeOnQqzdfZgbp2XZcJSd5Filmoj4gMeBeUAxsF5EXlXVgiab5qvql5yKwxhzHkWR9gMeOyN4vyRI0Iaj7BJOnhHMAvao6l5VrQeeBxY4+HnGmI4ozIeBE6FXf7cjaZd3SwJMGdaHUQN7ux2K5zl5mT0LONBovhiY3cx2l4rIZqAE+J6qbmu6gYgsBhYDZGZmkpeX16GAqqurO/xar7Iyx4eOlllCDVxe9C6HBl/DHg/9zfafCHKgKsScoSfj6rt26rfdYiIQkX8B9qrqkibLHwYGqeoj53nv5irttMn8RmC4qlaLyBeBl4HRn3mR6lJgKcCMGTM0JyfnPB/dvLy8PDr6Wq+yMseHDpd533uwtp6hl9/K0PEdeL1LfvZaAT4p5O8WzqFvryS3w+k2Tv22W6sa+hKRnW8TvwGua8N7FwPDGs0PJXzUf4aqnlDV6sj0SiBRRLx1fmqMlxXmAwIjLnM7kjYLhZQ/by5hygBfXCUBJ7WWCFRVQ80sDNH80X5T64HRIpItIknAIuDVxhuIyCCJdBUoIrMi8Rxpa/DGmE4qyodBF0FKX7cjabPNxccprzrFjEHWgKyrtPaXPCkio1V1d+OFIjIaqD3fG6tqQETuA1YBPuBJVd0mIvdE1i8BFgL3ikgg8p6LVLVp9ZExxgkNtXDgQ5h1t9uRtEtuQRm+BGFyfxuFrKu0lgj+AXhdRH4ObIgsmwH8EHioLW8eqe5Z2WTZkkbT/wn8ZzviNcZ0lQMfQvCU58YfyC0oY9aIfvROqnM7lJjRYiJQ1ddF5MvA94H7I4u3Ajer6ifdEJsxxklF+SA+uOBStyNps8LDNewur+arsy+Ahn1uhxMzWrtrqAdQpqrfaLJ8oIj0UFVLx8Z4WWE+DJkKPdLcjqTNcgtKAZg3IZM9my0RdJXWLhb/FmiuqeE84N+dCccY0y3qa+DgBs+1Js4tKGP84DSG9u3pdigxpbVEcLmqLm+6UFWfBbxVqWiMOdf+9yHU4KnrA0eqT7Fh3zHmTch0O5SY01oiaO0WUeu11BgvK8qHhES44BK3I2mzN3eUE1K4xhJBl2tth14eubf/HJFlFc6FZIxxXOFayJoOSb3cjqTNVm8rI6tPChOHeOeahle0dvvo94EXReQpzr199OuEG4cZY7yo7kS46+nPf9ftSNqstj7IO3squGXGMCJtUE0XavGMQFU/JNxJnAB3AKfvHvoG4WRgjPGi/etAg566UJy/u4K6hhDzJnhrBDWvaLWNtqqWAT8RkWnArYSTwBXAsm6IzRjjhMK14EuGYZ+p+Y1auQVlpPbwM3tkP7dDiUmttSMYQ7gK6FbC/f+8AIiqXtlNsRljnFCUH04CiSluR9ImwZDy5o5yrho3kESf3afihNb+qjuAucD1qnq5qv4/INg9YRljHHHyKBza4qlqoQ37jnG0pt5uG3VQa4ngZqAUWCMivxeRubSt11FjTLTa9x6gnhqfOLeglCRfAnPGDHA7lJjV2sXiFap6CzAOyAMeBjJF5AkRuaab4jPGdKWifPCnhG8d9QBVZXVBGZdemEFqj0S3w4lZ561wU9UaVX02MsD8UGAT8KjTgRljHFCYH25E5k92O5I22V1ezb4jJ61ayGHtuvKiqkdV9b9U9SqnAjLGOKTmMJRv81i1UBmAJQKH2SV4Y+JFUX74eYR3+hdaXVDGlGF9yEzr4XYoMc0SgTHxojAfknqHu572gLITdWw+cNz6FuoGjiYCEZkvIjtFZI+ItHhdQURmikhQRBY6GY8xca0oPzwIjc8bF12tWqj7OJYIRMQHPA5cC0wAbhWRCS1s9yvCYxsbY5xQVQqHd3mq2+ncgjKGZ/Rk9MDebocS85w8I5gF7FHVvapaDzwPLGhmu/sJd1lR7mAsxsS3onfCzx65UFxV18C6T49wzYRM62SuGziZCLKAA43miyPLzhCRLOBGYAnGGOcUvg090mHQZLcjaZO3d1VQH7RO5rpLq53OdVJzaVybzP8H8IiqBlvL+iKyGFgMkJmZSV5eXocCqq6u7vBrvcrKHB/OV+bZBaup6TWWrWvzuy+oTvifzXWkJkJ10Wby9jW/b7DvuQupqiMP4FJgVaP5HwI/bLJNIVAUeVQTrh76cmvvO336dO2oNWvWdPi1XmVljg+tlvn4AdWfpKm+93i3xdMZ9YGgXvSTv+r3XtzU6nb2PbcP8JG2sF918oxgPTBaRLKBg4R7Mv1qkySUfXo6MgDOa6r6soMxGRN/CiNnAR65UPxh4VFO1AXsbqFu5FgiUNWAiNxH+G4gH/Ckqm4TkXsi6+26gDHdoSgfUvrBwM/ctBeVVm8rpUdiAp8fbZ3MdRcnzwhQ1ZXAyibLmk0AqnqHk7EYE5dUwwPRjLgcEqK//aiqkltQxuWjBpCS5HM7nLgR/b8MY0zHHSuCygOeqRbaVnKCkso6rplo1ULdyRKBMbHsTP9C3mg/kFtQRoLA3HED3Q4lrlgiMCaWFeZDr4EwYKzbkbTJ6oIypg/vS0Zvb3STHSssERgTq1TDZwTZnwcPtM49cPQk2w+dsLuFXGCJwJhYdeRTqDrkmWqhN7af7mTOWhN3N0sExsSqwrfDzx65ULx6WxmjB/Ymu38vt0OJO5YIjIlVRfmQOgT6jXQ7kvM6frKeD4uOWrWQSywRGBOLVMM9jnrk+sCaneUEQ8o1E61ayA2WCIyJRRU7oKbCM9VCuQVlDExNZnJWutuhxCVLBMbEokLvtB+oawiSt7OCqydkkpAQ/WcvscgSgTGxqPBt6HMB9B3udiTnte7TI5ysD9r1ARdZIjAm1oRCsO9dGOGNaqHVBWX0SvLxuQsz3A4lblkiMCbWlG2F2mOeGJYyFFLe2F5GztiBJPutkzm3WCIwJtZ4qH+hTcXHqag6ZdVCLrNEYEysKcyHfhdCetb5t3VZbkEZvgThyrHWyZybLBEYE0uCgfD1AQ9UC0E4EVwysh/pPRPdDiWuWSIwJpaUboZTJzxRLbS3opo95dXMG2/VQm6zRGBMLPFQ+4HcgnAnc1fb9QHXOZoIRGS+iOwUkT0i8mgz6xeIyBYR2SQiH4nI5U7GY0zMK8qHAeMgNfp3rrkFZUwcksbQvj3dDiXuOZYIRMQHPA5cC0wAbhWRpqNnvwlMUdWpwDeBPzgVjzExL9gA+9Z54mzgcPUpNuw/ZncLRQknzwhmAXtUda+q1gPPAwsab6Cq1aqqkdlegGKM6ZiDG6GhxhMXit/cXoYqlgiihN/B984CDjSaLwZmN91IRG4E/hkYCFzX3BuJyGJgMUBmZiZ5eXkdCqi6urrDr/UqK3N8qK6uZu+aFxkJvFssNJTnuR1Sq57bUEdGD6F850YqdnWsf6F4/Z6dKLOTiaC5b/czR/yqugJYISJXAD8Drm5mm6XAUoAZM2ZoTk5OhwLKy8ujo6/1KitzfMjLy2PkkWLInMRl19zgdjitOlkfYPsbudw6azhXXjmxw+8Tr9+zE2V2smqoGBjWaH4oUNLSxqq6FrhQRPo7GJMxMUlCDXDgA090O52/+zCnAiGusWqhqOFkIlgPjBaRbBFJAhYBrzbeQERGiYRHzRCRi4Ek4IiDMRkTk9JO7IJAnScuFK/eVkZaDz8zs/u5HYqJcKxqSFUDInIfsArwAU+q6jYRuSeyfglwM/B1EWkAaoFbGl08Nsa0UZ/jn4AkwPDPuR1KqwLBEG/tKOOqcQNJ9Fkzpmjh5DUCVHUlsLLJsiWNpn8F/MrJGIyJB32PbYFBkyGlj9uhtGrDvmMcO9lgQ1JGGUvJxnhdQy1pJ3Z64rbR3IIyknwJXDFmgNuhmEYsERjjdQc+IEEDkD3H7UhapaqsLijjc6My6J3saGWEaSdLBMZ4XWE+SgJccInbkbRqV1k1+4+e5JoJVi0UbSwRGONlJ4/CpmepTB8PyaluR9Oq3IJSAK4eb2MPRBtLBMZ42crvQU0Fe0bd5XYk55VbUMbUYX0YmNbD7VBME5YIjPGqT16Crcsg51GqU0e6HU2rSivr2FxcaX0LRSlLBMZ4UeVB+Mt3YehMuOxht6M5r9zt4bEHvjDREkE0skRgjNeEQvDKd8LdTt/4X+CL/jtwcgvKyO7fiwsH9HY7FNMMSwTGeM36P8DeNXDNzyHjQrejOa+qugbWfXqYeRMyifQoY6KMJQJjvOTwbsj9Bxg1D2Z80+1o2iRvZwUNQbXrA1HMEoExXhFsgOWLIbEHLPhP8MjRdW5BGRm9krj4gr5uh2JaYInAGK/I/zco2Qhf+ndI9UajrPpAiDU7y5k7fiC+BG8krnhkicAYLzi4Ad7+F7joKzDxRrejabMPCo9QVRdgnrUmjmqWCIyJdvUnYfnfhs8CvvivbkfTLrkFZaQk+vj8aBtvKppF/31nxsS7N/4RjuyGr78S9d1MN6aqvFFQxudH96dHos/tcEwr7IzAmGj26Vvw4X/B7HthZI7b0bTLtpITlFTW2d1CHmCJwJhoVXsMXv4O9B8LV//E7WjabfW2UhIE5o63RBDtHE0EIjJfRHaKyB4RebSZ9beJyJbI4z0RmeJkPMZ4ysrvQ0053PRfkJjidjTttrqgjBkj+tGvV5LboZjzcCwRiIgPeBy4FpgA3CoiE5psVgjMUdXJwM+ApU7FY4ynbF0On/wfzHkEhkxzO5p2O3D0JDtKq7jGqoU8wckzglnAHlXdq6r1wPPAgsYbqOp7qnosMvs+MNTBeIzxhhOH4LWHIWsGXP5dt6PpkNyCcCdzdn3AG5xMBFnAgUbzxZFlLfkW8LqD8RgT/VTDHcoFTnmmQ7nmrC4oZUxmb4Zn9HI7FNMGTv7KmmtGqM1uKHIl4URweQvrFwOLATIzM8nLy+tQQNXV1R1+rVdZmb1lyMHXGfPpm+wa/beUbC0mfPx0ftFU5up65cPCk1yXnehoTNFU5u7iWJlV1ZEHcCmwqtH8D4EfNrPdZOBTYExb3nf69OnaUWvWrOnwa73KyuwhFbtVfz5I9ekbVUOhdr00msq8bMMBHf7Ia7pp/zFHPyeaytxdOlNm4CNtYb/qZNXQemC0iGSLSBKwCHi18QYicgGwHPiaqu5yMBZjolswACsWgy8JFjzumQ7lmpNbUEZmWjIXZaW7HYppI8eqhlQ1ICL3AasAH/Ckqm4TkXsi65cA/wBkAL+L9FMeUNUZTsVkTNR659fh/oQWPglpg92OpsPqGoK8vauCmy7OIsE6mfMMR69EqepKYGWTZUsaTd8FRP+o28Y4qeRjePtXMGkhTLrZ7Wg65b1PD3OyPmidzHmMtSw2xk0NteExBnoNhOseczuaTsstKKN3sp9LRvZzOxTTDt68N82YWPHGT+HwLvjaCkjx9sAtoZCSW1DOnLEDSPZbJ3NeYmcExrhlbx588ATMWgwXXuV2NJ328YHjHK4+Za2JPcgSgTFuqD0OL38bMkbD1T91O5oukVtQhj9ByBk70O1QTDtZ1ZAxbnj9B1BVCnflQlJPt6PpErkFpVwyMoP0lES3QzHtZGcExnS3bS/Dlhfgiu9D1nS3o+kSn1ZU82lFjfUt5FGWCIzpTlWl8NpD4R5Fr/ie29F0GetkztssERjTXVThlfvCt4zeuBR8sVOFkltQxqSsNIb08d64CcYSgTHdZ8OfYE8uzPsnGDDG7Wi6TEXVKTbuP8a88daIzKssERjTHY58Cqt+FB53eObdbkfTpd7cXoYqXDPRqoW8yhKBMU4LBmDFPeGqoAW/g4TY+m+XW1DG0L4pjBuU6nYopoNi6xdpTDR69z+g+EP44r9BemtjM3nPyfoA7+w5zLwJmYiHe0yNd5YIjHHSoc2Q988w8Ua4aKHb0XS5tbsOcyoQsruFPM4SgTFOaagLdyjXsz9c92tPjzHQktUFpaSnJDJrhHUy52XWstgYp7z1M6jYAbctg56xt6MMBEO8taOcueMG4vfZMaWXWSIwxgmFa2Hd4zDjWzD6arej6TRVpbzqFNtKKtl28AQFh06wtaSS4ycbrFooBlgiMKar1VXCinuh30i45mduR9NuoZBSeKSGbSUnKCg5wbaSSgpKTnCkpv7MNsMzenJRVjq3zx7O1ZYIPM8SgTFd7fVHoOoQfGs1JPVyO5pW1TUE2V1WHT7Sj+z0d5RWcbI+CECiTxg9MJWrxg1k4pA0JgxJZ/zgVFJ7xE6raONwIhCR+cBvCI9Z/AdV/WWT9eOAPwEXAz9SVe8P0WTiW8GrsPk5uOIHMDS6ht+urG04e4R/KHy0v6e8mkBIAeid7GfC4DS+MmMYE4akMXFIGqMHppLkt/r/WOdYIhARH/A4MA8oBtaLyKuqWtBos6PAA8CXnYojGpwKBElMSLDBvGOUqlIfDFF//BC9//wgDJ6KzPmBq/GUnqg7U5d/+mi/+FjtmW0GpiYzcUgac8cPZOKQdCYOSWNY3572G41TTp4RzAL2qOpeABF5HlgAnEkEqloOlIvIdQ7G4bo5/5JH6Yk6En1Cki+BJH+jhy+BJL+PJH8Cyb6my8+dT25mXWJkOrnpayLTRZVBPt5/jIag0hAMRR5KIBii/vR0IEggGCDY0EAg0IAGw8+hQD2hYIBgoB4NBggFGggFG8LTwQYIRZ6DAQg2EAoFkFBkPhQkQcCfIPh9gi9B8Cck4PcJ/gTBl5DQZN3p6cjyyLw/ISG8vtF7JCYIPp/gl4Tws0/wi+D3hV+bXryLyvcPnFveUIiGQPhvEAgpDYEQDaHIfGSb09sHzizXM68/93Whz6wHuMmXz8yEKq47fhuFP159zveb7E8If/+f+Q59Z77bc9f7zkw3/m4Tfc3/Jt4vCbBu5fZwvf6hExyN1OeLQHZGL6YM68NXZ1/AxCHpTBicxoDUZDf/S5go42QiyAIONJovBmZ35I1EZDGwGCAzM5O8vLx2v0ffoxuZvusP1HzY/ae5r6gS6h2eVgUFNAgEG80T/ufstJ6ZVj33te1xOYpvQ5BECeIjhJ8AfkL4CeIniI8gSRLsglJGj2kAe7rpw3yRR8SKvt9icq8RjA9BIKQEQhAIBWkIBcPzCg31cCqkVIcgEIKGRts2hCAY0sgyCLTjC/fLXrJSE5jUN4ELLkhieFoCQ1MTSPEDnABOoCXFbCvp2j+BW6qrqzu0L/Ayp8rsZCJo7hyzvfux8ItUlwJLAWbMmKE5OTntf5MDPSk/lMvAAQM6EkKndOXlwtOJIaRKKKSETk+rEgo1mo4sP3a8kt79+iMJfsSXCD4/QV8SIZ+PgC+RBF8ip/x+EnxJJPj9JPiT8PkSSfAnkuDzQ0IiJPjD/eQk+M7OJ/jBF3k+s03jeV+HGlAFQxAIhag/feQdOHvUXh8MUR85mzlzpB4IUR8KhY/UI+sKi/Yx5sKRJPklckTtI8kvkeezR9HJfh9JPjlzVN7pLoD8KdyYNpgbO/k2jZ2pdoqUrz4Qnq4PBjkVOLt859ZNLPpiDolxdD9/Xl4eHdoXeJhTZXYyERQDwxrNDwXcOxYZNouCiY8w0OM/HIk82vrfvSAvj7EeKvPpA+zOVFyE/7Nc1kURuUsknMCS/b5Wtzu5LyGukoDpWk7+ctYDo0UkW0SSgEXAqw5+njHGmA5w7IxAVQMich+wivBB3pOquk1E7omsXyIig4CPgDQgJCIPARNU9YRTcRljjDmXo+0IVHUlsLLJsiWNpksJVxkZY4xxiVUqGmNMnLNEYIwxcc4SgTHGxDlLBMYYE+csERhjTJwT1Q419nWNiFQA+zr48v7A4S4MxwuszPHByhwfOlPm4arabNcKnksEnSEiH6lqdPUN7DArc3ywMscHp8psVUPGGBPnLBEYY0yci7dEsNTtAFxgZY4PVub44EiZ4+oagTHGmM+KtzMCY4wxTVgiMMaYOBc3iUBE5ovIThHZIyKPuh2P00RkmIisEZHtIrJNRB50O6buICI+EflYRF5zO5buIiJ9ROQlEdkR+b4vdTsmJ4nIw5Hf9FYReU5EergdkxNE5EkRKReRrY2W9RORXBHZHXnu2xWfFReJQER8wOPAtcAE4FYRmeBuVI4LAH+nquOBS4DvxEGZAR4EtrsdRDf7DfBXVR0HTCGGyy8iWcADwAxVnUR4rJNF7kblmKeA+U2WPQq8qaqjgTcj850WF4kAmAXsUdW9qloPPA8scDkmR6nqIVXdGJmuIrxzyHI3KmeJyFDgOuAPbsfSXUQkDbgC+COAqtar6nFXg3KeH0gRET/QEzeHwHWQqq4FjjZZvAD478j0fwNf7orPipdEkAUcaDRfTIzvFBsTkRHANOADl0Nx2n8APwBCLsfRnUYCFcCfIlVifxCRXm4H5RRVPQg8BuwHDgGVqrra3ai6VaaqHoLwwR4wsCveNF4SgTSzLC7umxWR3sAy4KFYHgJURL4ElKvqBrdj6WZ+4GLgCVWdBtTQRdUF0ShSJ74AyAaGAL1E5HZ3o/K+eEkExcCwRvNDidHTycZEJJFwEnhWVZe7HY/DLgNuEJEiwlV/V4nI/7gbUrcoBopV9fTZ3kuEE0OsuhooVNUKVW0AlgOfczmm7lQmIoMBIs/lXfGm8ZII1gOjRSRbRJIIX1x61eWYHCUiQrjeeLuq/trteJymqj9U1aGqOoLw9/uWqsb8kWJk3O8DIjI2smguUOBiSE7bD1wiIj0jv/G5xPDF8Wa8CnwjMv0N4JWueFNHB6+PFqoaEJH7gFWE7zJ4UlW3uRyW0y4DvgZ8IiKbIsv+XlVXuheSccj9wLORg5y9wJ0ux+MYVf1ARF4CNhK+M+5jYrSrCRF5DsgB+otIMfAT4JfAiyLyLcJJ8W+65LOsiwljjIlv8VI1ZIwxpgWWCIwxJs5ZIjDGmDhnicAYY+KcJQJjjIlzlgiMaUJEgiKyqdGjy1rqisiIxr1JGhMN4qIdgTHtVKuqU90OwpjuYmcExrSRiBSJyK9E5MPIY1Rk+XAReVNEtkSeL4gszxSRFSKyOfI43RWCT0R+H+lTf7WIpLhWKGOwRGBMc1KaVA3d0mjdCVWdBfwn4d5OiUw/raqTgWeB30aW/xZ4W1WnEO7/53Rr9tHA46o6ETgO3OxoaYw5D2tZbEwTIlKtqr2bWV4EXKWqeyMd+pWqaoaIHAYGq2pDZPkhVe0vIhXAUFU91eg9RgC5kYFFEJFHgERV/Xk3FM2YZtkZgTHtoy1Mt7RNc041mg5i1+qMyywRGNM+tzR6XheZfo+zwyXeBrwTmX4TuBfOjKWc1l1BGtMediRizGelNOqxFcLjAZ++hTRZRD4gfBB1a2TZA8CTIvJ9wqOFne7980FgaaSnyCDhpHDI6eCNaS+7RmBMG0WuEcxQ1cNux2JMV7KqIWOMiXN2RmCMMXHOzgiMMSbOWSIwxpg4Z4nAGGPinCUCY4yJc5YIjDEmzv1/YgcF301gAiAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_metrics = pd.DataFrame(aggreg_metrics)\n",
    "\n",
    "df_metrics[[\"train_acc\", \"valid_acc\"]].plot(\n",
    "    grid=True, legend=True, xlabel=\"Epoch\", ylabel=\"ACC\"\n",
    ")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb14c8e0",
   "metadata": {},
   "source": [
    "# Load Final Model & Check Test Accuracy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b078c1ed",
   "metadata": {},
   "source": [
    "- The checkpoint path of the best model (based on validation set performance) should be shown in the scripts output, we copy it below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c772d363",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"../my-results/my-model/version_3/checkpoints/epoch=9-step=870.ckpt\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "35b4ff39",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using cache found in /Users/sebastian/.cache/torch/hub/pytorch_vision_v0.11.0\n"
     ]
    }
   ],
   "source": [
    "import pytorch_lightning as pl\n",
    "import torch\n",
    "\n",
    "from my_classifier_template.model import LightningClassifier\n",
    "\n",
    "pytorch_model = torch.hub.load(\n",
    "    \"pytorch/vision:v0.11.0\", \"mobilenet_v3_large\", pretrained=False\n",
    ")\n",
    "\n",
    "pytorch_model.classifier[-1] = torch.nn.Linear(\n",
    "    in_features=1280, out_features=10  # as in original\n",
    ")  # number of class labels in Cifar-10)\n",
    "\n",
    "\n",
    "lightning_model = LightningClassifier.load_from_checkpoint(path, model=pytorch_model)\n",
    "lightning_model.eval();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "74e1de4c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sebastian/miniforge3/envs/pl/lib/python3.8/site-packages/pytorch_lightning/loops/utilities.py:91: PossibleUserWarning: `max_epochs` was not set. Setting it to 1000 epochs. To train without an epoch limit, set `max_epochs=-1`.\n",
      "  rank_zero_warn(\n",
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "db44768d7ee94ccc8ffb8992631c0fb7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Testing: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────\n",
      "       Test metric             DataLoader 0\n",
      "────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────\n",
      "        test_acc            0.7760999798774719\n",
      "────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[{'test_acc': 0.7760999798774719}]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pytorch_lightning import Trainer\n",
    "from torchvision import transforms\n",
    "\n",
    "from my_classifier_template.dataset import Cifar10DataModule\n",
    "\n",
    "custom_test_transform = transforms.Compose(\n",
    "    [\n",
    "        transforms.Resize((256, 256)),\n",
    "        transforms.CenterCrop((224, 224)),\n",
    "        transforms.ToTensor(),\n",
    "    ]\n",
    ")\n",
    "\n",
    "data_module = Cifar10DataModule(\n",
    "    batch_size=128,\n",
    "    data_path=\"../data\",\n",
    "    num_workers=4,\n",
    "    test_transform=custom_test_transform,\n",
    ")\n",
    "\n",
    "data_module.prepare_data()\n",
    "data_module.setup()\n",
    "\n",
    "trainer = Trainer()\n",
    "trainer.test(model=lightning_model, dataloaders=data_module.test_dataloader())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c519e38",
   "metadata": {},
   "source": [
    "# Inspecting Failure Cases"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b590ab9",
   "metadata": {},
   "source": [
    "- In practice, it is often informative to look at failure cases like wrong predictions for particular training instances as it can give us some insights into the model behavior and dataset.\n",
    "- Inspecting failure cases can sometimes reveal interesting patterns and even highlight dataset and labeling issues."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8bfd56da",
   "metadata": {},
   "outputs": [],
   "source": [
    "class_dict = {\n",
    "    0: \"airplane\",\n",
    "    1: \"automobile\",\n",
    "    2: \"bird\",\n",
    "    3: \"cat\",\n",
    "    4: \"deer\",\n",
    "    5: \"dog\",\n",
    "    6: \"frog\",\n",
    "    7: \"horse\",\n",
    "    8: \"ship\",\n",
    "    9: \"truck\",\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c57f5045",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from my_classifier_template.plotting import show_failures\n",
    "\n",
    "fig, axes = show_failures(\n",
    "    model=lightning_model,\n",
    "    data_loader=data_module.test_dataloader(),\n",
    "    class_dict=class_dict,\n",
    ")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20a2b808",
   "metadata": {},
   "source": [
    "- In addition to inspecting failure cases visually, it is also informative to look at which classes the model confuses the most via a confusion matrix:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9831476f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mlxtend.plotting import plot_confusion_matrix\n",
    "from torchmetrics import ConfusionMatrix\n",
    "\n",
    "cmat = ConfusionMatrix(num_classes=len(class_dict))\n",
    "\n",
    "for x, y in data_module.test_dataloader():\n",
    "\n",
    "    with torch.no_grad():\n",
    "        pred = lightning_model(x)\n",
    "    cmat(pred, y)\n",
    "\n",
    "cmat_tensor = cmat.compute()\n",
    "cmat = cmat_tensor.numpy()\n",
    "\n",
    "fig, ax = plot_confusion_matrix(\n",
    "    conf_mat=cmat,\n",
    "    class_names=class_dict.values(),\n",
    ")\n",
    "plt.xticks(rotation=45, ha=\"right\", rotation_mode=\"anchor\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a7bb1ce",
   "metadata": {},
   "source": [
    "## Optional Save Pure PyTorch Model for Production"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b84b0bb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = iter(data_module.test_dataloader()).next()\n",
    "\n",
    "lightning_model.to_onnx(\n",
    "    file_path=\"model-for-production.onnx\", input_sample=x, export_params=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f08d5242",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
